Track record
The work, anonymized. The numbers, real.
Three programs that show what “shipped, not theorized” means. The scale, the methods, and the outcomes are real; product details stay confidential.
From my operating career inside a premium German OEM, the foundation the advisory is built on. Client work stays confidential.
Operating programs
2022–2026
Conversational GenAI to 900K+ vehicles in six weeks
Ship the first production conversational GenAI feature to a live fleet on a fixed, weeks-long window, across five-plus org boundaries with no prior playbook.
900K+ vehicles activated in 6 weeks
2022–2026
From utility app to $100M+ subscription platform
Turn a useful mobile utility into a paid consumer revenue platform across 1M+ connected vehicles, without breaking the experience customers already relied on.
$100M+ subscription platform
2020–2022
Releases scaled 4 to 26 a year, cycle time cut 30%
Break a release-throughput bottleneck, four releases a year, slow and largely manual validation, without trading away the rigor a regulated environment demands.
Releases 4 → 26 / year
Bring a problem like these.
Build-vs-buy, a rollout that stalled, a launch on a fixed window. One call tells you whether there's something here worth your time.